Exploring Simple Siamese Representation Learning

20 November 2020

Papers citing "Exploring Simple Siamese Representation Learning"

50 / 2,312 papers shown

Title
Improving Molecular Pretraining with Complementary Featurizations Yanqiao Zhu Dingshuo Chen Yuanqi Du Yingze Wang Qiang Liu Shu Wu AI4CE 44 7 0 29 Sep 2022
Understanding Collapse in Non-Contrastive Siamese Representation Learning Alexander C. Li Alexei A. Efros Deepak Pathak SSL 58 33 0 29 Sep 2022
Variance Covariance Regularization Enforces Pairwise Independence in Self-Supervised Representations Grégoire Mialon Randall Balestriero Yann LeCun 37 9 0 29 Sep 2022
Joint Embedding Self-Supervised Learning in the Kernel Regime B. Kiani Randall Balestriero Yubei Chen S. Lloyd Yann LeCun SSL 54 13 0 29 Sep 2022
Audio Barlow Twins: Self-Supervised Audio Representation Learning Jonah Anton H. Coppock Pancham Shukla Bjorn W. Schuller BDL SSL 48 8 0 28 Sep 2022
Graph Soft-Contrastive Learning via Neighborhood Ranking Zhiyuan Ning P. Wang Pengyang Wang Ziyue Qiao Wei Fan Denghui Zhang Yi Du Yuanchun Zhou 31 15 0 28 Sep 2022
UniCLIP: Unified Framework for Contrastive Language-Image Pre-training Janghyeon Lee Jongsuk Kim Hyounguk Shon Bumsoo Kim Seung Wook Kim Honglak Lee Junmo Kim CLIP VLM 59 54 0 27 Sep 2022
Dive into Self-Supervised Learning for Medical Image Analysis: Data, Models and Tasks Chuyan Zhang Yun Gu 40 0 0 25 Sep 2022
CUTS: A Deep Learning and Topological Framework for Multigranular Unsupervised Medical Image Segmentation Chen Liu Matthew Amodio Liangbo L. Shen Feng Gao A. Avesta Snegha A Jay C. Wang L. V. Priore Smita Krishnaswamy OOD MedIm 35 13 0 23 Sep 2022
Contrastive Learning for Time Series on Dynamic Graphs Yitian Zhang Florence Regol Antonios Valkanas Mark Coates AI4TS 24 0 0 21 Sep 2022
Understanding the Tricks of Deep Learning in Medical Image Segmentation: Challenges and Future Directions Dong-Ming Zhang Yi-Mou Lin Hao Chen Zhuotao Tian Xin Yang Jinhui Tang Kwang-Ting Cheng VLM 42 11 0 21 Sep 2022
Boosting Star-GANs for Voice Conversion with Contrastive Discriminator Shijing Si Jianzong Wang Xulong Zhang Xiaoyang Qu Ning Cheng Jing Xiao 27 1 0 21 Sep 2022
A Simple and Powerful Global Optimization for Unsupervised Video Object Segmentation Georgy Ponimatkin Nermin Samet Yanghua Xiao Yuming Du Renaud Marlet Vincent Lepetit VOS 74 20 0 19 Sep 2022
S $^3$ R: Self-supervised Spectral Regression for Hyperspectral Histopathology Image Classification Xingran Xie Yan Wang Qingli Li 59 4 0 19 Sep 2022
The Geometry of Self-supervised Learning Models and its Impact on Transfer Learning Romain Cosentino Sarath Shekkizhar Mahdi Soltanolkotabi A. Avestimehr Antonio Ortega SSL 58 7 0 18 Sep 2022
Dataset Inference for Self-Supervised Models Adam Dziedzic Haonan Duan Muhammad Ahmad Kaleem Nikita Dhawan Jonas Guan Yannis Cattan Franziska Boenisch Nicolas Papernot 42 26 0 16 Sep 2022
Self-Supervised Learning with an Information Maximization Criterion Serdar Ozsoy Shadi S. Hamdan Sercan O. Arik Deniz Yuret A. Erdogan SSL 24 35 0 16 Sep 2022
MetaMask: Revisiting Dimensional Confounder for Self-Supervised Learning Jiangmeng Li Jingyao Wang Yanan Zhang Wenyi Mo Changwen Zheng Fuchun Sun Hui Xiong SSL 39 14 0 16 Sep 2022
PointCAT: Contrastive Adversarial Training for Robust Point Cloud Recognition Qidong Huang Xiaoyi Dong DongDong Chen Hang Zhou Weiming Zhang Kui Zhang Gang Hua Nenghai Yu 3DPC 37 12 0 16 Sep 2022
Spatial-then-Temporal Self-Supervised Learning for Video Correspondence Rui Li Dong Liu 151 15 0 16 Sep 2022
Enhance the Visual Representation via Discrete Adversarial Training Xiaofeng Mao YueFeng Chen Ranjie Duan Yao Zhu Gege Qi Shaokai Ye Xiaodan Li Rong Zhang Hui Xue 49 31 0 16 Sep 2022
SQ-Swin: a Pretrained Siamese Quadratic Swin Transformer for Lettuce Browning Prediction Dayang Wang Boce Zhang Yongshun Xu Yaguang Luo Hengyong Yu ViT 39 1 0 16 Sep 2022
Joint Debiased Representation and Image Clustering Learning with Self-Supervision Shun Zheng JaeEun Nam Emilio Dorigatti Bernd Bischl Shekoofeh Azizi Mina Rezaei SSL 32 0 0 14 Sep 2022
Improving Self-Supervised Learning by Characterizing Idealized Representations Yann Dubois Tatsunori Hashimoto Stefano Ermon Percy Liang SSL 83 41 0 13 Sep 2022
HistoPerm: A Permutation-Based View Generation Approach for Improving Histopathologic Feature Representation Learning Joseph DiPalma Lorenzo Torresani Saeed Hassanpour AI4TS MedIm 27 2 0 13 Sep 2022
Graph Neural Networks for Molecules Yuyang Wang Zijie Li A. Farimani GNN AI4CE 52 21 0 12 Sep 2022
Action-based Early Autism Diagnosis Using Contrastive Feature Learning Asha Rani Pankaj Yadav Yashaswi Verma 29 3 0 12 Sep 2022
Measuring the Interpretability of Unsupervised Representations via Quantized Reverse Probing Iro Laina Yuki M. Asano Andrea Vedaldi SSL 21 8 0 07 Sep 2022
Scalable Regularization of Scene Graph Generation Models using Symbolic Theories Davide Buffelli Efthymia Tsamoura 30 2 0 06 Sep 2022
Exploiting Pre-trained Feature Networks for Generative Adversarial Networks in Audio-domain Loop Generation Yen-Tung Yeh Bo-Yu Chen Yi-Hsuan Yang 47 6 0 05 Sep 2022
Equivariant Self-Supervision for Musical Tempo Estimation Elio Quinton 42 9 0 03 Sep 2022
A Novel Self-Knowledge Distillation Approach with Siamese Representation Learning for Action Recognition Duc-Quang Vu T. Phung Jia-Ching Wang 27 9 0 03 Sep 2022
IMG2IMU: Translating Knowledge from Large-Scale Images to IMU Sensing Applications Hyungjun Yoon Hyeong-Tae Cha Hoang C. Nguyen Taesik Gong Sungyeop Lee VLM SSL 37 0 0 02 Sep 2022
Temporal Contrastive Learning with Curriculum Shuvendu Roy Ali Etemad 45 3 0 02 Sep 2022
LANIT: Language-Driven Image-to-Image Translation for Unlabeled Data Jihye Park Sunwoo Kim Soohyun Kim Seokju Cho Jaejun Yoo Youngjung Uh Seung Wook Kim VLM 39 9 0 31 Aug 2022
Be Your Own Neighborhood: Detecting Adversarial Example by the Neighborhood Relations Built on Self-Supervised Learning Zhiyuan He Yijun Yang Pin-Yu Chen Qiang Xu Tsung-Yi Ho AAML 29 8 0 31 Aug 2022
One-class Recommendation Systems with the Hinge Pairwise Distance Loss and Orthogonal Representations Ramin Raziperchikolaei Young-joo Chung 24 0 0 31 Aug 2022
Self-Supervised Pyramid Representation Learning for Multi-Label Visual Analysis and Beyond Cheng-Yen Hsieh Chih-Jung Chang Fu-En Yang Yu-Chiang Frank Wang SSL 37 8 0 30 Aug 2022
Compound Figure Separation of Biomedical Images: Mining Large Datasets for Self-supervised Learning Tianyuan Yao Changbing Qu Jun Long Quan Liu Ruining Deng ... Agnes B. Fogo Bennett A.Landman Haichun Yang Catie Chang Yuankai Huo SSL 19 1 0 30 Aug 2022
Object Goal Navigation using Data Regularized Q-Learning Nandiraju Gireesh D. A. S. Kiran Snehasis Banerjee Mohan Sridharan Brojeshwar Bhowmick Madhava Krishna 20 7 0 27 Aug 2022
Self-Supervised Human Activity Recognition with Localized Time-Frequency Contrastive Representation Learning Setareh Rahimi Taghanaki M. Rainbow Ali Etemad SSL 26 11 0 26 Aug 2022
MORI-RAN: Multi-view Robust Representation Learning via Hybrid Contrastive Fusion Guanzhou Ke Yong-Nan Zhu Yang Yu 42 7 0 26 Aug 2022
Light-weight probing of unsupervised representations for Reinforcement Learning Wancong Zhang Anthony GX-Chen Vlad Sobal Yann LeCun Nicolas Carion SSL OffRL 46 13 0 25 Aug 2022
MaskCLIP: Masked Self-Distillation Advances Contrastive Language-Image Pretraining Xiaoyi Dong Jianmin Bao Yinglin Zheng Ting Zhang Dongdong Chen ... Weiming Zhang Lu Yuan Dong Chen Fang Wen Nenghai Yu CLIP VLM 59 160 0 25 Aug 2022
Refine and Represent: Region-to-Object Representation Learning Akash Gokul Konstantinos Kallidromitis Shufang Li Yu Kato Kazuki Kozuka Trevor Darrell Colorado Reed SSeg 39 5 0 25 Aug 2022
Learning crop type mapping from regional label proportions in large-scale SAR and optical imagery L. E. L. Rosa Dario Augusto Borges Oliveira Pedram Ghamisi 36 8 0 24 Aug 2022
Scenario-Adaptive and Self-Supervised Model for Multi-Scenario Personalized Recommendation Yuanliang Zhang Xiaofeng Wang Jinxin Hu Ke Gao Chenyi Lei Fei Fang 24 18 0 24 Aug 2022
Augmenting Reinforcement Learning with Transformer-based Scene Representation Learning for Decision-making of Autonomous Driving Haochen Liu Zhiyu Huang Xiaoyu Mo Chen Lv ViT OffRL 40 34 0 24 Aug 2022
Dynamic Memory-based Curiosity: A Bootstrap Approach for Exploration Zijian Gao Yiying Li Kele Xu Yuanzhao Zhai Dawei Feng Bo Ding Xinjun Mao Huaimin Wang 44 0 0 24 Aug 2022
Semi-Supervised and Unsupervised Deep Visual Learning: A Survey Yanbei Chen Massimiliano Mancini Xiatian Zhu Zeynep Akata 52 115 0 24 Aug 2022